Dataset statistics
| Number of variables | 7 |
|---|---|
| Number of observations | 780 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 27.4 KiB |
| Average record size in memory | 36.0 B |
Variable types
| Numeric | 7 |
|---|
hurs is highly overall correlated with huss and 3 other fields | High correlation |
huss is highly overall correlated with hurs and 2 other fields | High correlation |
month is highly overall correlated with tas | High correlation |
pr is highly overall correlated with hurs and 1 other fields | High correlation |
psl is highly overall correlated with hurs and 3 other fields | High correlation |
tas is highly overall correlated with hurs and 3 other fields | High correlation |
psl has unique values | Unique |
pr has unique values | Unique |
huss has unique values | Unique |
hurs has unique values | Unique |
clt has unique values | Unique |
Reproduction
| Analysis started | 2023-12-14 15:32:25.909157 |
|---|---|
| Analysis finished | 2023-12-14 15:32:31.259382 |
| Duration | 5.35 seconds |
| Software version | ydata-profiling vv4.6.3 |
| Download configuration | config.json |
tas
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 779 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 284.8193 |
| Minimum | 279.93481 |
|---|---|
| Maximum | 291.09164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 279.93481 |
|---|---|
| 5-th percentile | 281.18351 |
| Q1 | 282.46478 |
| median | 284.12411 |
| Q3 | 287.32218 |
| 95-th percentile | 289.61489 |
| Maximum | 291.09164 |
| Range | 11.15683 |
| Interquartile range (IQR) | 4.8574066 |
Descriptive statistics
| Standard deviation | 2.7831063 |
|---|---|
| Coefficient of variation (CV) | 0.0097714807 |
| Kurtosis | -1.0828869 |
| Mean | 284.8193 |
| Median Absolute Deviation (MAD) | 2.1204681 |
| Skewness | 0.38645178 |
| Sum | 222159.06 |
| Variance | 7.7456808 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 288.7102966 | 2 | 0.3% |
| 283.4649658 | 1 | 0.1% |
| 286.0784302 | 1 | 0.1% |
| 283.141571 | 1 | 0.1% |
| 280.3231812 | 1 | 0.1% |
| 282.0586548 | 1 | 0.1% |
| 281.1917114 | 1 | 0.1% |
| 283.5515747 | 1 | 0.1% |
| 286.4076843 | 1 | 0.1% |
| 287.453186 | 1 | 0.1% |
| Other values (769) | 769 |
| Value | Count | Frequency (%) |
| 279.9348145 | 1 | |
| 280.1912537 | 1 | |
| 280.20047 | 1 | |
| 280.2106934 | 1 | |
| 280.3207703 | 1 | |
| 280.3231812 | 1 | |
| 280.3589783 | 1 | |
| 280.4697571 | 1 | |
| 280.5248718 | 1 | |
| 280.5676575 | 1 |
| Value | Count | Frequency (%) |
| 291.0916443 | 1 | |
| 290.9079895 | 1 | |
| 290.7064819 | 1 | |
| 290.683075 | 1 | |
| 290.6772766 | 1 | |
| 290.4032898 | 1 | |
| 290.3586426 | 1 | |
| 290.3175049 | 1 | |
| 290.3087769 | 1 | |
| 290.2770386 | 1 |
psl
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 780 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101728.73 |
| Minimum | 98537.086 |
|---|---|
| Maximum | 103564.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 98537.086 |
|---|---|
| 5-th percentile | 99809.104 |
| Q1 | 101158.61 |
| median | 101914.89 |
| Q3 | 102482.2 |
| 95-th percentile | 103005.04 |
| Maximum | 103564.34 |
| Range | 5027.2578 |
| Interquartile range (IQR) | 1323.5879 |
Descriptive statistics
| Standard deviation | 971.87341 |
|---|---|
| Coefficient of variation (CV) | 0.0095535784 |
| Kurtosis | 0.13109075 |
| Mean | 101728.73 |
| Median Absolute Deviation (MAD) | 646.30078 |
| Skewness | -0.74731654 |
| Sum | 79348410 |
| Variance | 944537.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 101614.7578 | 1 | 0.1% |
| 102137.1094 | 1 | 0.1% |
| 100813.0312 | 1 | 0.1% |
| 101908.8359 | 1 | 0.1% |
| 100351.4688 | 1 | 0.1% |
| 102514.7344 | 1 | 0.1% |
| 101466.9922 | 1 | 0.1% |
| 102675.5547 | 1 | 0.1% |
| 101698.1484 | 1 | 0.1% |
| 102935.4531 | 1 | 0.1% |
| Other values (770) | 770 |
| Value | Count | Frequency (%) |
| 98537.08594 | 1 | |
| 98683.89844 | 1 | |
| 98707.76562 | 1 | |
| 98757.25 | 1 | |
| 98935.48438 | 1 | |
| 99025.33594 | 1 | |
| 99038.91406 | 1 | |
| 99053.46875 | 1 | |
| 99105.70312 | 1 | |
| 99144.96875 | 1 |
| Value | Count | Frequency (%) |
| 103564.3438 | 1 | |
| 103454.6562 | 1 | |
| 103398.9219 | 1 | |
| 103380.0859 | 1 | |
| 103369.1172 | 1 | |
| 103348.4922 | 1 | |
| 103299.9062 | 1 | |
| 103286.3828 | 1 | |
| 103284.75 | 1 | |
| 103260.3047 | 1 |
pr
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 780 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3483474 × 10-5 |
| Minimum | 2.8320135 × 10-6 |
|---|---|
| Maximum | 0.00011424207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 2.8320135 × 10-6 |
|---|---|
| 5-th percentile | 9.3385931 × 10-6 |
| Q1 | 2.4118432 × 10-5 |
| median | 4.0769477 × 10-5 |
| Q3 | 6.1006719 × 10-5 |
| 95-th percentile | 8.8674127 × 10-5 |
| Maximum | 0.00011424207 |
| Range | 0.00011141005 |
| Interquartile range (IQR) | 3.6888287 × 10-5 |
Descriptive statistics
| Standard deviation | 2.4587978 × 10-5 |
|---|---|
| Coefficient of variation (CV) | 0.56545571 |
| Kurtosis | -0.61601049 |
| Mean | 4.3483474 × 10-5 |
| Median Absolute Deviation (MAD) | 1.8836834 × 10-5 |
| Skewness | 0.45375371 |
| Sum | 0.033917109 |
| Variance | 6.0456867 × 10-10 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.20359094 × 10-5 | 1 | 0.1% |
| 4.622890992 × 10-5 | 1 | 0.1% |
| 6.053136894 × 10-5 | 1 | 0.1% |
| 5.692386185 × 10-5 | 1 | 0.1% |
| 7.679591363 × 10-5 | 1 | 0.1% |
| 2.000384302 × 10-5 | 1 | 0.1% |
| 2.500817391 × 10-5 | 1 | 0.1% |
| 1.262735532 × 10-5 | 1 | 0.1% |
| 3.408694465 × 10-5 | 1 | 0.1% |
| 1.634664659 × 10-5 | 1 | 0.1% |
| Other values (770) | 770 |
| Value | Count | Frequency (%) |
| 2.832013479 × 10-6 | 1 | |
| 3.692265409 × 10-6 | 1 | |
| 3.921470579 × 10-6 | 1 | |
| 3.983047918 × 10-6 | 1 | |
| 4.63321021 × 10-6 | 1 | |
| 5.273077477 × 10-6 | 1 | |
| 5.321352546 × 10-6 | 1 | |
| 5.432638773 × 10-6 | 1 | |
| 5.468837571 × 10-6 | 1 | |
| 5.647321814 × 10-6 | 1 |
| Value | Count | Frequency (%) |
| 0.000114242066 | 1 | |
| 0.0001048226695 | 1 | |
| 0.0001044659948 | 1 | |
| 0.0001034467205 | 1 | |
| 0.0001032211803 | 1 | |
| 0.0001030658532 | 1 | |
| 0.0001028907645 | 1 | |
| 0.0001026540631 | 1 | |
| 0.0001025182501 | 1 | |
| 0.0001022205033 | 1 |
huss
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 780 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0072285014 |
| Minimum | 0.0044479137 |
|---|---|
| Maximum | 0.011324178 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 0.0044479137 |
|---|---|
| 5-th percentile | 0.0052013822 |
| Q1 | 0.0058258212 |
| median | 0.0066318011 |
| Q3 | 0.0086952534 |
| 95-th percentile | 0.010207848 |
| Maximum | 0.011324178 |
| Range | 0.0068762647 |
| Interquartile range (IQR) | 0.0028694322 |
Descriptive statistics
| Standard deviation | 0.0016670425 |
|---|---|
| Coefficient of variation (CV) | 0.23062076 |
| Kurtosis | -0.96349496 |
| Mean | 0.0072285014 |
| Median Absolute Deviation (MAD) | 0.0010689879 |
| Skewness | 0.56080741 |
| Sum | 5.6382311 |
| Variance | 2.7790306 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.006408142857 | 1 | 0.1% |
| 0.009087393992 | 1 | 0.1% |
| 0.00571279414 | 1 | 0.1% |
| 0.005855915137 | 1 | 0.1% |
| 0.006268389057 | 1 | 0.1% |
| 0.004447913729 | 1 | 0.1% |
| 0.005899365991 | 1 | 0.1% |
| 0.00524146948 | 1 | 0.1% |
| 0.006804367527 | 1 | 0.1% |
| 0.008111521602 | 1 | 0.1% |
| Other values (770) | 770 |
| Value | Count | Frequency (%) |
| 0.004447913729 | 1 | |
| 0.004665129818 | 1 | |
| 0.004682254512 | 1 | |
| 0.004700215533 | 1 | |
| 0.004796852358 | 1 | |
| 0.004885761999 | 1 | |
| 0.004890537355 | 1 | |
| 0.004894543439 | 1 | |
| 0.004921589047 | 1 | |
| 0.004926856607 | 1 |
| Value | Count | Frequency (%) |
| 0.01132417843 | 1 | |
| 0.0111496076 | 1 | |
| 0.0111465808 | 1 | |
| 0.01107975468 | 1 | |
| 0.01099363342 | 1 | |
| 0.0108422609 | 1 | |
| 0.01082422584 | 1 | |
| 0.01081577782 | 1 | |
| 0.01073484402 | 1 | |
| 0.01071147248 | 1 |
hurs
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 780 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.012731 |
| Minimum | 70.805511 |
|---|---|
| Maximum | 95.053535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 70.805511 |
|---|---|
| 5-th percentile | 74.880487 |
| Q1 | 78.668709 |
| median | 82.194614 |
| Q3 | 87.584019 |
| 95-th percentile | 92.204064 |
| Maximum | 95.053535 |
| Range | 24.248024 |
| Interquartile range (IQR) | 8.9153099 |
Descriptive statistics
| Standard deviation | 5.5539489 |
|---|---|
| Coefficient of variation (CV) | 0.066904784 |
| Kurtosis | -0.94723421 |
| Mean | 83.012731 |
| Median Absolute Deviation (MAD) | 4.2718964 |
| Skewness | 0.22373362 |
| Sum | 64749.93 |
| Variance | 30.846346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.14170074 | 1 | 0.1% |
| 85.3074646 | 1 | 0.1% |
| 70.80551147 | 1 | 0.1% |
| 78.67189789 | 1 | 0.1% |
| 81.06030273 | 1 | 0.1% |
| 71.37632751 | 1 | 0.1% |
| 82.56732178 | 1 | 0.1% |
| 79.28140259 | 1 | 0.1% |
| 86.67138672 | 1 | 0.1% |
| 86.90856934 | 1 | 0.1% |
| Other values (770) | 770 |
| Value | Count | Frequency (%) |
| 70.80551147 | 1 | |
| 70.98133087 | 1 | |
| 71.35748291 | 1 | |
| 71.37632751 | 1 | |
| 71.74607849 | 1 | |
| 72.82809448 | 1 | |
| 72.91634369 | 1 | |
| 73.09040833 | 1 | |
| 73.1255188 | 1 | |
| 73.43793488 | 1 |
| Value | Count | Frequency (%) |
| 95.05353546 | 1 | |
| 94.69850922 | 1 | |
| 94.53808594 | 1 | |
| 94.47307587 | 1 | |
| 94.44455719 | 1 | |
| 94.43530273 | 1 | |
| 94.16853333 | 1 | |
| 94.07239532 | 1 | |
| 94.01081848 | 1 | |
| 93.86116028 | 1 |
clt
Real number (ℝ)
UNIQUE 
| Distinct | 780 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.673069 |
| Minimum | 68.238106 |
|---|---|
| Maximum | 99.411186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 68.238106 |
|---|---|
| 5-th percentile | 81.120158 |
| Q1 | 86.748985 |
| median | 90.372433 |
| Q3 | 93.152781 |
| 95-th percentile | 96.29702 |
| Maximum | 99.411186 |
| Range | 31.17308 |
| Interquartile range (IQR) | 6.4037952 |
Descriptive statistics
| Standard deviation | 4.7912846 |
|---|---|
| Coefficient of variation (CV) | 0.053430585 |
| Kurtosis | 0.46506959 |
| Mean | 89.673069 |
| Median Absolute Deviation (MAD) | 3.2268219 |
| Skewness | -0.6610319 |
| Sum | 69944.994 |
| Variance | 22.956408 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88.78627777 | 1 | 0.1% |
| 87.36743164 | 1 | 0.1% |
| 79.69719696 | 1 | 0.1% |
| 94.20975494 | 1 | 0.1% |
| 81.0478363 | 1 | 0.1% |
| 88.90888977 | 1 | 0.1% |
| 85.74976349 | 1 | 0.1% |
| 90.04756165 | 1 | 0.1% |
| 85.19886017 | 1 | 0.1% |
| 84.66419983 | 1 | 0.1% |
| Other values (770) | 770 |
| Value | Count | Frequency (%) |
| 68.23810577 | 1 | |
| 72.8895874 | 1 | |
| 73.00016022 | 1 | |
| 74.04337311 | 1 | |
| 75.47214508 | 1 | |
| 75.52338409 | 1 | |
| 76.29481506 | 1 | |
| 76.61385345 | 1 | |
| 76.61701202 | 1 | |
| 76.78833771 | 1 |
| Value | Count | Frequency (%) |
| 99.41118622 | 1 | |
| 99.15815735 | 1 | |
| 99.03217316 | 1 | |
| 99.02552032 | 1 | |
| 98.97110748 | 1 | |
| 98.92603302 | 1 | |
| 98.72583771 | 1 | |
| 98.45838928 | 1 | |
| 98.35521698 | 1 | |
| 98.00247192 | 1 |
month
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.75 |
| median | 6.5 |
| Q3 | 9.25 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 3.4542675 |
|---|---|
| Coefficient of variation (CV) | 0.53142577 |
| Kurtosis | -1.2168873 |
| Mean | 6.5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 5070 |
| Variance | 11.931964 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 2 | 65 | |
| 3 | 65 | |
| 4 | 65 | |
| 5 | 65 | |
| 6 | 65 | |
| 7 | 65 | |
| 8 | 65 | |
| 9 | 65 | |
| 10 | 65 | |
| Other values (2) | 130 |
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 2 | 65 | |
| 3 | 65 | |
| 4 | 65 | |
| 5 | 65 | |
| 6 | 65 | |
| 7 | 65 | |
| 8 | 65 | |
| 9 | 65 | |
| 10 | 65 |
| Value | Count | Frequency (%) |
| 12 | 65 | |
| 11 | 65 | |
| 10 | 65 | |
| 9 | 65 | |
| 8 | 65 | |
| 7 | 65 | |
| 6 | 65 | |
| 5 | 65 | |
| 4 | 65 | |
| 3 | 65 |
| clt | hurs | huss | month | pr | psl | tas | |
|---|---|---|---|---|---|---|---|
| clt | 1.000 | 0.435 | 0.182 | -0.014 | -0.360 | 0.417 | 0.099 |
| hurs | 0.435 | 1.000 | 0.772 | 0.011 | -0.687 | 0.692 | 0.632 |
| huss | 0.182 | 0.772 | 1.000 | 0.437 | -0.491 | 0.635 | 0.976 |
| month | -0.014 | 0.011 | 0.437 | 1.000 | 0.045 | 0.181 | 0.543 |
| pr | -0.360 | -0.687 | -0.491 | 0.045 | 1.000 | -0.822 | -0.412 |
| psl | 0.417 | 0.692 | 0.635 | 0.181 | -0.822 | 1.000 | 0.588 |
| tas | 0.099 | 0.632 | 0.976 | 0.543 | -0.412 | 0.588 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| tas | psl | pr | huss | hurs | clt | month | |
|---|---|---|---|---|---|---|---|
| time | |||||||
| 1950-01-15 12:00:00 | 283.464966 | 101614.757812 | 0.000072 | 0.006408 | 82.141701 | 88.786278 | 1 |
| 1950-02-14 00:00:00 | 283.164246 | 103564.343750 | 0.000028 | 0.006102 | 81.258331 | 91.504608 | 2 |
| 1950-03-15 12:00:00 | 282.670654 | 102712.671875 | 0.000033 | 0.005957 | 81.238258 | 95.633575 | 3 |
| 1950-04-15 00:00:00 | 282.740906 | 102592.015625 | 0.000019 | 0.005975 | 81.233002 | 92.055717 | 4 |
| 1950-05-15 12:00:00 | 283.769928 | 101906.609375 | 0.000026 | 0.006448 | 81.247269 | 80.938385 | 5 |
| 1950-06-15 00:00:00 | 287.731720 | 102829.953125 | 0.000006 | 0.009188 | 90.539955 | 96.243050 | 6 |
| 1950-07-15 12:00:00 | 289.170105 | 103108.523438 | 0.000012 | 0.009868 | 87.768814 | 94.964012 | 7 |
| 1950-08-15 12:00:00 | 290.358643 | 102972.093750 | 0.000010 | 0.010465 | 86.836227 | 85.836975 | 8 |
| 1950-09-15 00:00:00 | 289.400299 | 102499.398438 | 0.000030 | 0.009365 | 81.435631 | 75.472145 | 9 |
| 1950-10-15 12:00:00 | 286.500549 | 101889.109375 | 0.000045 | 0.007441 | 77.325111 | 91.024208 | 10 |
| tas | psl | pr | huss | hurs | clt | month | |
|---|---|---|---|---|---|---|---|
| time | |||||||
| 2014-03-15 12:00:00 | 282.954102 | 101149.992188 | 0.000075 | 0.006493 | 85.621162 | 89.116859 | 3 |
| 2014-04-15 00:00:00 | 282.465485 | 101936.468750 | 0.000036 | 0.005892 | 80.980576 | 93.368126 | 4 |
| 2014-05-15 12:00:00 | 283.676208 | 102841.140625 | 0.000016 | 0.006562 | 84.023880 | 83.641800 | 5 |
| 2014-06-15 00:00:00 | 286.858948 | 102189.015625 | 0.000019 | 0.008746 | 90.440704 | 95.155182 | 6 |
| 2014-07-15 12:00:00 | 288.825500 | 102765.445312 | 0.000033 | 0.010022 | 92.253510 | 95.184395 | 7 |
| 2014-08-15 12:00:00 | 289.600983 | 103369.117188 | 0.000006 | 0.010140 | 89.393616 | 86.793182 | 8 |
| 2014-09-15 00:00:00 | 289.980011 | 102390.726562 | 0.000056 | 0.010326 | 87.597717 | 86.614349 | 9 |
| 2014-10-15 12:00:00 | 288.456390 | 101591.171875 | 0.000053 | 0.008820 | 81.444542 | 86.387146 | 10 |
| 2014-11-15 00:00:00 | 284.990112 | 100635.414062 | 0.000079 | 0.006695 | 76.896255 | 83.449104 | 11 |
| 2014-12-15 12:00:00 | 283.488525 | 99512.210938 | 0.000065 | 0.006299 | 78.955788 | 85.265686 | 12 |